Artificial Bee Colony (ABC) algorithm
ABC algorithm or also called Artificial Bee Colony Algorithm is one of the popular algorithms of using the intelligence of swarm bees. The ABC algorithm mimics foraging and dance behaviours of real bee colonies. It has high performance and success for numerical optimization problems. Although the ex...
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| Format: | Final Year Project (FYP) |
| Language: | English |
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2013
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| Online Access: | http://hdl.handle.net/10356/53062 |
| _version_ | 1826122674166824960 |
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| author | A Kamal Prakash |
| author2 | Ponnuthurai Nagaratnam Suganthan |
| author_facet | Ponnuthurai Nagaratnam Suganthan A Kamal Prakash |
| author_sort | A Kamal Prakash |
| collection | NTU |
| description | ABC algorithm or also called Artificial Bee Colony Algorithm is one of the popular algorithms of using the intelligence of swarm bees. The ABC algorithm mimics foraging and dance behaviours of real bee colonies. It has high performance and success for numerical optimization problems. Although the exploration of solution of ABC algorithm is good, exploitation to found food sources is very bad. In this report the student analyses the ABC algorithm in detail, discusses the advantages and disadvantages of the ABC algorithm compared to other programs and the ABC algorithm implemented in Matlab programming to solve real parameter optimization problems. The results and graphs are discussed and future recommendations are also advised on the project. |
| first_indexed | 2024-10-01T05:52:23Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/53062 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:52:23Z |
| publishDate | 2013 |
| record_format | dspace |
| spelling | ntu-10356/530622023-07-07T16:40:25Z Artificial Bee Colony (ABC) algorithm A Kamal Prakash Ponnuthurai Nagaratnam Suganthan School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering ABC algorithm or also called Artificial Bee Colony Algorithm is one of the popular algorithms of using the intelligence of swarm bees. The ABC algorithm mimics foraging and dance behaviours of real bee colonies. It has high performance and success for numerical optimization problems. Although the exploration of solution of ABC algorithm is good, exploitation to found food sources is very bad. In this report the student analyses the ABC algorithm in detail, discusses the advantages and disadvantages of the ABC algorithm compared to other programs and the ABC algorithm implemented in Matlab programming to solve real parameter optimization problems. The results and graphs are discussed and future recommendations are also advised on the project. Bachelor of Engineering 2013-05-29T08:45:59Z 2013-05-29T08:45:59Z 2013 2013 Final Year Project (FYP) http://hdl.handle.net/10356/53062 en Nanyang Technological University 45 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering A Kamal Prakash Artificial Bee Colony (ABC) algorithm |
| title | Artificial Bee Colony (ABC) algorithm |
| title_full | Artificial Bee Colony (ABC) algorithm |
| title_fullStr | Artificial Bee Colony (ABC) algorithm |
| title_full_unstemmed | Artificial Bee Colony (ABC) algorithm |
| title_short | Artificial Bee Colony (ABC) algorithm |
| title_sort | artificial bee colony abc algorithm |
| topic | DRNTU::Engineering::Electrical and electronic engineering::Control and instrumentation::Control engineering |
| url | http://hdl.handle.net/10356/53062 |
| work_keys_str_mv | AT akamalprakash artificialbeecolonyabcalgorithm |